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'On the Fly' Reconstruction and Tracking System for Patient Setup in Radiation Therapy

机译:放射治疗中患者设置的“ On the Fly”重建和跟踪系统

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Range imaging devices have already shown their value for patient setup and motion management in external beam radiation therapy. However current systems need several range imaging devices recording the patient's surface from different viewpoints to achieve the required stability and accuracy. Since range imaging devices come as add-ons to regular linear accelerators, they have to share the limited space with other sensors in the treatment room to get a line of sight to the patient's isocenter. The objective of this work is to describe a new registration framework which enables stable tracking using only one range imager. We unveil the design of our solution to the problem of tracking a patient over long trajectories and large viewpoint changes including surface acquisition, pose estimation and simultaneous surface reconstruction. We evaluate the performance of the system using three clinically motivated experiments: (ⅰ) motion management, (ⅱ) non-coplanar patient setup and ⅲ) tracking over very large angles. We compare our framework to the state-of-art ICP algorithm and to a ground-truth stereoscopic X-ray system from BrainLab. Results demonstrate that we could track subtle movements up to 2.5 cm with a mean target registration error of 0.44 mm and 0.02°. Subsequent non-coplanar field setup on 30° and 2 cm motion yielded a target registration error of 2.88 mm which is within clinical tolerances. Our sensor design demonstrates the potential of simultaneous reconstruction and tracking algorithms and its use for patient setup and motion management in radiation therapy.
机译:范围成像设备已经显示出其在外部束放射治疗中对患者设置和运动管理的价值。然而,当前的系统需要从不同的角度记录患者表面的多个范围成像设备,以实现所需的稳定性和准确性。由于范围成像设备是常规线性加速器的附加组件,因此它们必须与治疗室中的其他传感器共享有限的空间,才能获得患者等中心线的视线。这项工作的目的是描述一种新的配准框架,该框架仅使用一个范围成像器就能进行稳定的跟踪。我们针对长期轨迹和大视点变化(包括表面采集,姿态估计和同步表面重建)跟踪患者的问题,推出了我们的解决方案设计。我们使用三个具有临床动机的实验评估系统的性能:(ⅰ)运动管理,(ⅱ)非共面患者设置,以及(ⅲ)在很大的角度上进行跟踪。我们将我们的框架与最先进的ICP算法以及BrainLab的地面立体X射线系统进行了比较。结果表明,我们可以跟踪直至2.5 cm的细微运动,平均目标配准误差为0.44 mm和0.02°。随后在30°和2 cm的运动中进行非共面场设置时,产生了2.88 mm的目标配准误差,该误差在临床公差范围内。我们的传感器设计展示了同时重建和跟踪算法的潜力,并将其用于放射治疗中的患者设置和运动管理。

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